{"id":"W2156559761","doi":"","title":"Asynchronous Discussion Forums: Success Factors, Outcomes, Assessments, and Limitations","year":2009,"lang":"en","type":"article","venue":"Educational Technology & Society","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":318,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Asynchronous communication; Asynchronous learning; Computer science; Online discussion; Computer-mediated communication; Process (computing); Face-to-face; Distance education; Synchronous learning; Mathematics education; Psychology; Teaching method; World Wide Web; The Internet; Cooperative learning; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000232042,0.0001099082,0.0001305715,0.00006816429,0.0009949518,0.00004712012,0.0002059734,0.0002305545,0.000107846],"category_scores_gemma":[0.0003259644,0.00008117971,0.00008270545,0.000405405,0.000246701,0.0002783529,0.00003558209,0.0002957842,0.00001050759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652795,"about_ca_system_score_gemma":0.0005947215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003916531,"about_ca_topic_score_gemma":0.0001966785,"domain_scores_codex":[0.9990447,0.00004517461,0.0001655523,0.0002394434,0.0002193033,0.0002858367],"domain_scores_gemma":[0.9994153,0.0001800765,0.00009924176,0.0001348193,0.000097238,0.00007333286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001085204,0.0003302391,0.6310173,0.000004367686,0.00004556005,2.165644e-7,0.004562659,0.000002628636,0.00009802159,0.2837818,0.008000954,0.07215512],"study_design_scores_gemma":[0.0002294984,0.00007907837,0.6368639,0.00001965514,0.00003290147,0.000001267556,0.05359541,0.00002010912,0.00002673231,0.1597765,0.1491154,0.0002396149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6574875,0.0003466332,0.0004876165,0.3376065,0.0003174938,0.0001764243,0.000006974652,0.0002069394,0.003363903],"genre_scores_gemma":[0.9811447,0.0005701876,0.01581868,0.0002666128,0.0001540668,0.00001642009,0.00005623812,0.00000677004,0.001966304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3373399,"threshold_uncertainty_score":0.7652466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02761969188935479,"score_gpt":0.3751498423135074,"score_spread":0.3475301504241526,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}